{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>A short data project - UK rainfall</h1>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#prevent matplot from using popup visualisations\n",
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats\n",
    "import numpy as np\n",
    "import pylab\n",
    "import matplotlib.patches as mpatches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "rain_df = pd.read_csv('data/uk_rain_2014.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Water Year</th>\n",
       "      <th>Rain (mm) Oct-Sep</th>\n",
       "      <th>Outflow (m3/s) Oct-Sep</th>\n",
       "      <th>Rain (mm) Dec-Feb</th>\n",
       "      <th>Outflow (m3/s) Dec-Feb</th>\n",
       "      <th>Rain (mm) Jun-Aug</th>\n",
       "      <th>Outflow (m3/s) Jun-Aug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1980/81</td>\n",
       "      <td>1182</td>\n",
       "      <td>5408</td>\n",
       "      <td>292</td>\n",
       "      <td>7248</td>\n",
       "      <td>174</td>\n",
       "      <td>2212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1981/82</td>\n",
       "      <td>1098</td>\n",
       "      <td>5112</td>\n",
       "      <td>257</td>\n",
       "      <td>7316</td>\n",
       "      <td>242</td>\n",
       "      <td>1936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1982/83</td>\n",
       "      <td>1156</td>\n",
       "      <td>5701</td>\n",
       "      <td>330</td>\n",
       "      <td>8567</td>\n",
       "      <td>124</td>\n",
       "      <td>1802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1983/84</td>\n",
       "      <td>993</td>\n",
       "      <td>4265</td>\n",
       "      <td>391</td>\n",
       "      <td>8905</td>\n",
       "      <td>141</td>\n",
       "      <td>1078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1984/85</td>\n",
       "      <td>1182</td>\n",
       "      <td>5364</td>\n",
       "      <td>217</td>\n",
       "      <td>5813</td>\n",
       "      <td>343</td>\n",
       "      <td>4313</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Water Year  Rain (mm) Oct-Sep  Outflow (m3/s) Oct-Sep  Rain (mm) Dec-Feb  \\\n",
       "0    1980/81               1182                    5408                292   \n",
       "1    1981/82               1098                    5112                257   \n",
       "2    1982/83               1156                    5701                330   \n",
       "3    1983/84                993                    4265                391   \n",
       "4    1984/85               1182                    5364                217   \n",
       "\n",
       "   Outflow (m3/s) Dec-Feb  Rain (mm) Jun-Aug  Outflow (m3/s) Jun-Aug  \n",
       "0                    7248                174                    2212  \n",
       "1                    7316                242                    1936  \n",
       "2                    8567                124                    1802  \n",
       "3                    8905                141                    1078  \n",
       "4                    5813                343                    4313  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rain_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Notes</h2>\n",
    "<p>\n",
    "    <ul>\n",
    "        <li><strong>Outflow</strong>: Not sure if meteorology (airflow from storm) or hydrology (water flow out of system) definition applies! Think hydrology definition is more likely.</li>\n",
    "        <li><strong>Water year</strong> perhaps should be converted to a date type.</li>\n",
    "        <li>Table contains columns with values representing a year's measurements (<strong>Rain (mm) Oct-Sep</strong> and <strong>Outflow (mm) Oct-Sep</strong>), alongside four columns each of which represents a period of three months (<strong>Rain (mm) Dec-Feb</strong> etc).</li>\n",
    "    </ul>\n",
    "</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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feOedd/j+97/P5s2bOf300/niF7/IDTfcwMKFC1m6dCnt7e08++yzLF++nI0bN/Loo4+y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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9be8d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = list(rain_df['Water Year'])\n",
    "# font to match font used in blog!\n",
    "plt.rcParams[\"font.family\"] = \"Gentium Basic\"\n",
    "\n",
    "fig = plt.figure(figsize=(16, 12),dpi=300)\n",
    "ax = fig.add_subplot(111)\n",
    "fig.subplots_adjust(top=0.85)\n",
    "ax.set_title('Rainfall and outflow by year')\n",
    "ax.set_xlabel('Year (October-September)')\n",
    "ax.set_ylabel('Rainfall in mm')\n",
    "ax.plot(rain_df['Rain (mm) Oct-Sep'],color=(31/255., 119/255., 180/255.))\n",
    "plt.locator_params(nbins=len(labels))\n",
    "ax.set_xticklabels(labels,rotation=45)\n",
    "\n",
    "ax2 = ax.twinx()\n",
    "ax2.plot(rain_df['Outflow (m3/s) Oct-Sep'],color=((225/255., 127/255., 14/255.)))\n",
    "ax2.set_ylabel('Outflow in m3/s')\n",
    "\n",
    "rf = mpatches.Patch(color=(158/255., 218/255., 229/255.), label='Rainfall')\n",
    "of = mpatches.Patch(color=(225/255., 127/255., 14/255.), label='Outflow')\n",
    "\n",
    "plt.legend(handles=[rf,of],loc='upper left')\n",
    "\n",
    "fig1 = plt.gcf()\n",
    "plt.show()\n",
    "fig1.savefig('./artwork/Rainfall and outflow by year.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Features</h2>\n",
    "<p>\n",
    "    <ul>\n",
    "        <li>Drought in 1995</li>\n",
    "        <li>Rainfall/outflow apear very closely related</li>\n",
    "        <li>Potential flooding in 2003 as rainfall greatly exceeded outflow?</li>\n",
    "        <li>2006/07 highest rain/outflow - more flooding?</li>\n",
    "        <li>Seems a larger gap between rainfall/outflow till circa 1995</li>\n",
    "    </ul>\n",
    "</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "rm=rain_df['Rain (mm) Oct-Sep'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Water Year</th>\n",
       "      <th>Rain (mm) Oct-Sep</th>\n",
       "      <th>Outflow (m3/s) Oct-Sep</th>\n",
       "      <th>Rain (mm) Dec-Feb</th>\n",
       "      <th>Outflow (m3/s) Dec-Feb</th>\n",
       "      <th>Rain (mm) Jun-Aug</th>\n",
       "      <th>Outflow (m3/s) Jun-Aug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1995/96</td>\n",
       "      <td>856</td>\n",
       "      <td>3479</td>\n",
       "      <td>245</td>\n",
       "      <td>5515</td>\n",
       "      <td>172</td>\n",
       "      <td>1439</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Water Year  Rain (mm) Oct-Sep  Outflow (m3/s) Oct-Sep  Rain (mm) Dec-Feb  \\\n",
       "15    1995/96                856                    3479                245   \n",
       "\n",
       "    Outflow (m3/s) Dec-Feb  Rain (mm) Jun-Aug  Outflow (m3/s) Jun-Aug  \n",
       "15                    5515                172                    1439  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# min\n",
    "rain_df[rain_df['Rain (mm) Oct-Sep']==rm['min']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Water Year</th>\n",
       "      <th>Rain (mm) Oct-Sep</th>\n",
       "      <th>Outflow (m3/s) Oct-Sep</th>\n",
       "      <th>Rain (mm) Dec-Feb</th>\n",
       "      <th>Outflow (m3/s) Dec-Feb</th>\n",
       "      <th>Rain (mm) Jun-Aug</th>\n",
       "      <th>Outflow (m3/s) Jun-Aug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2006/07</td>\n",
       "      <td>1387</td>\n",
       "      <td>6391</td>\n",
       "      <td>437</td>\n",
       "      <td>10926</td>\n",
       "      <td>357</td>\n",
       "      <td>5168</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Water Year  Rain (mm) Oct-Sep  Outflow (m3/s) Oct-Sep  Rain (mm) Dec-Feb  \\\n",
       "26    2006/07               1387                    6391                437   \n",
       "\n",
       "    Outflow (m3/s) Dec-Feb  Rain (mm) Jun-Aug  Outflow (m3/s) Jun-Aug  \n",
       "26                   10926                357                    5168  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# max\n",
    "rain_df[rain_df['Rain (mm) Oct-Sep']==rm['max']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "om=rain_df['Outflow (m3/s) Oct-Sep'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Water Year</th>\n",
       "      <th>Rain (mm) Oct-Sep</th>\n",
       "      <th>Outflow (m3/s) Oct-Sep</th>\n",
       "      <th>Rain (mm) Dec-Feb</th>\n",
       "      <th>Outflow (m3/s) Dec-Feb</th>\n",
       "      <th>Rain (mm) Jun-Aug</th>\n",
       "      <th>Outflow (m3/s) Jun-Aug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1995/96</td>\n",
       "      <td>856</td>\n",
       "      <td>3479</td>\n",
       "      <td>245</td>\n",
       "      <td>5515</td>\n",
       "      <td>172</td>\n",
       "      <td>1439</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Water Year  Rain (mm) Oct-Sep  Outflow (m3/s) Oct-Sep  Rain (mm) Dec-Feb  \\\n",
       "15    1995/96                856                    3479                245   \n",
       "\n",
       "    Outflow (m3/s) Dec-Feb  Rain (mm) Jun-Aug  Outflow (m3/s) Jun-Aug  \n",
       "15                    5515                172                    1439  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# min\n",
    "rain_df[rain_df['Outflow (m3/s) Oct-Sep']==om['min']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Water Year</th>\n",
       "      <th>Rain (mm) Oct-Sep</th>\n",
       "      <th>Outflow (m3/s) Oct-Sep</th>\n",
       "      <th>Rain (mm) Dec-Feb</th>\n",
       "      <th>Outflow (m3/s) Dec-Feb</th>\n",
       "      <th>Rain (mm) Jun-Aug</th>\n",
       "      <th>Outflow (m3/s) Jun-Aug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2006/07</td>\n",
       "      <td>1387</td>\n",
       "      <td>6391</td>\n",
       "      <td>437</td>\n",
       "      <td>10926</td>\n",
       "      <td>357</td>\n",
       "      <td>5168</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Water Year  Rain (mm) Oct-Sep  Outflow (m3/s) Oct-Sep  Rain (mm) Dec-Feb  \\\n",
       "26    2006/07               1387                    6391                437   \n",
       "\n",
       "    Outflow (m3/s) Dec-Feb  Rain (mm) Jun-Aug  Outflow (m3/s) Jun-Aug  \n",
       "26                   10926                357                    5168  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rain_df[rain_df['Outflow (m3/s) Oct-Sep']==om['max']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Max and min rainfall and outflow</h2>\n",
    "<p>\n",
    "    <ul>\n",
    "        <li>Max rainfall and max outflow year 2006/07</li>\n",
    "        <li>Min rainfall and min outflow year 1995/96</li>\n",
    "    </ul>\n",
    "</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2zi02sxXAw8CLQCpwC+GE+FbgT0CRd3k6UN5WP60TYBERERER2bdAbQO9Mvec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1FdgL5IGrcMXL2fkiudjgZ4QwlRrrVRAfwOzvmaq6g0B1hJ7O9oRDiRxfTySlUK09Mn/Wi1GnGw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EtJ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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xae42550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "P-value=0.255814320042\n"
     ]
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 12),dpi=300)\n",
    "ax = fig.add_subplot(111)\n",
    "fig.subplots_adjust(top=0.85)\n",
    "ax.set_title('Rainfall by year including regression line')\n",
    "ax.set_xlabel('Year (October-September)')\n",
    "ax.set_ylabel('Rainfall in mm')\n",
    "\n",
    "ax.plot(rain_df['Rain (mm) Oct-Sep'],color=(31/255., 119/255., 180/255.))\n",
    "\n",
    "plt.locator_params(nbins=len(labels))\n",
    "ax.set_xticklabels(labels,rotation=45)\n",
    "\n",
    "x = np.array(range(len(rain_df['Rain (mm) Oct-Sep'])))\n",
    "y = np.array(list(rain_df['Rain (mm) Oct-Sep']))\n",
    "slope, intercept, r_value, p_value, slope_std_error = stats.linregress(x, y)\n",
    "predict_y = intercept + slope * x\n",
    "pred_error = y - predict_y\n",
    "degrees_of_freedom = len(x) - 2\n",
    "residual_std_error = np.sqrt(np.sum(pred_error**2) / degrees_of_freedom)\n",
    "ax.plot(x, predict_y, 'k-',color=(158/255., 218/255., 229/255.))\n",
    "\n",
    "rg = mpatches.Patch(color=(158/255., 218/255., 229/255.), label='Rainfall regression line')\n",
    "rf = mpatches.Patch(color=(31/255., 119/255., 180/255.), label='Rainfall')\n",
    "\n",
    "plt.legend(handles=[rf,rg],loc='upper left')\n",
    "\n",
    "fig1 = plt.gcf()\n",
    "plt.show()\n",
    "fig1.savefig('./artwork/Rainfall by year including regression line.pdf')\n",
    "print(\"P-value=\" + str(p_value))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Rainfall trend</h2>\n",
    "<p>An upwards trend. P-value indicates that based on this dataset we cannot reject the null that rainfall is not linked to time (that is, though the regression line shows rainfall increasing year-on-year this increase is not statistically significant - essentially this data does not suggest rainfall is increasing with time).</p>\n",
    "<p>It is tempting to consider 1995/96 and 2006/07 as outliers, to remove them and see what happens.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BzEYA/wY8CEwCHgLKgT85575oZr92zv0fM7sOyAL+APzUOfc9M3sI+KVz7t1m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\n/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TsA3Afg/5UhNrEEpKhQa5bDsLkNWk/0SftzFVJjHdDLVAFmZmQHtyHUeaZt91TCMQSW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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9bbe518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "P-value=0.999178262279\n"
     ]
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 12),dpi=300)\n",
    "ax = fig.add_subplot(111)\n",
    "fig.subplots_adjust(top=0.85)\n",
    "ax.set_title('Outflow by year including regression line')\n",
    "ax.set_xlabel('Year (October-September)')\n",
    "ax.set_ylabel('Outflow (m3/s)')\n",
    "\n",
    "ax.plot(rain_df['Outflow (m3/s) Oct-Sep'],color=((225/255., 127/255., 14/255.)))\n",
    "\n",
    "plt.locator_params(nbins=len(labels))\n",
    "ax.set_xticklabels(labels,rotation=45)\n",
    "\n",
    "x = np.array(range(len(rain_df['Outflow (m3/s) Oct-Sep'])))\n",
    "y = np.array(list(rain_df['Outflow (m3/s) Oct-Sep']))\n",
    "slope, intercept, r_value, p_value, slope_std_error = stats.linregress(x, y)\n",
    "predict_y = intercept + slope * x\n",
    "pred_error = y - predict_y\n",
    "degrees_of_freedom = len(x) - 2\n",
    "residual_std_error = np.sqrt(np.sum(pred_error**2) / degrees_of_freedom)\n",
    "ax.plot(x, predict_y, 'k-',color=(255/255., 187/255., 120/255.))\n",
    "\n",
    "rg = mpatches.Patch(color=(255/255., 187/255., 120/255.), label='Outflow regression line')\n",
    "rf = mpatches.Patch(color=(225/255., 127/255., 14/255.), label='Outflow')\n",
    "\n",
    "plt.legend(handles=[rf,rg],loc='upper left')\n",
    "\n",
    "fig1 = plt.gcf()\n",
    "plt.show()\n",
    "fig1.savefig('./artwork/Outflow by year including regression line.pdf')\n",
    "print(\"P-value=\" + str(p_value))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Slope=0.0127005347594\n"
     ]
    }
   ],
   "source": [
    "# is there a slope?!\n",
    "print(\"Slope=\" + str(slope))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# very slight. High p-value - data does not suggest link between time and slight rise in outflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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